Mostly Resilient

Last Update: 7/31/2026

AI Resilience Score for Bldg. & MH Installers:

51.6%

Median Score

Meaningful human contribution

High

Long-term employer demand

Low

Sustained economic opportunity

Low

Our confidence in this score:
Medium-high

Contributing sources

Methodology and Scoring Rationale

To score how resilient manufactured building and mobile home installation is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For manufactured building and mobile home installers, five of eight sources had data. On AI exposure, AI Resilience Model and Will Robots Take My Job saw low risk while Microsoft rated it medium, so confidence lands at medium-high. Strong human contribution kept the score up, but weak demand and pay signals pulled it down, landing this career at "Mostly Resilient."

AI Resilience Report forManufactured Building and Mobile Home Installers

$45,990 median salary300 annual openingsSOC Code: 49-9095.00

Manufactured Building and Mobile Home Installers are somewhat more resilient to AI impacts than most occupations, according to our analysis of 5 sources.

This career is labeled "Mostly Resilient" because the hands-on work of actually installing manufactured and mobile homes, like leveling units, anchoring tie-downs, and connecting plumbing and wiring on real job sites, is genuinely hard for robots and AI to replicate. Those physical tasks require judgment, problem-solving, and adaptability that AI simply struggles with, especially on uneven or unpredictable terrain.

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This role is mostly resilient

This career is labeled "Mostly Resilient" because the hands-on work of actually installing manufactured and mobile homes, like leveling units, anchoring tie-downs, and connecting plumbing and wiring on real job sites, is genuinely hard for robots and AI to replicate. Those physical tasks require judgment, problem-solving, and adaptability that AI simply struggles with, especially on uneven or unpredictable terrain.

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Analysis of Current AI Resilience

Bldg. & MH Installers

Updated Quarterly

Analysis
Suggested Actions
State of Automation

How is AI changing Bldg. & MH Installers jobs?

If you're thinking about a career setting up manufactured and mobile homes, here's the honest picture: most of your hands-on work — leveling units on piers, anchoring tie-downs, hooking up plumbing and wiring, and fixing problems customers point out — still needs a real person on site. According to a CBS News report on a Bay Area company using "AI-driven Mobile Robotic factories" that ship to the build site and construct framing, floors and roof panels on location, the National Association of Home Builders says the impact of AI on the industry is limited for now but is likely to evolve in the coming years. So far, robotics is mostly being used inside factories that build housing panels [1], where MIT News reports that a microfactory in Andover, Massachusetts, produces structural panels, with robotics completing wall and ceiling framing and people completing the rest of the work, including wiring and plumbing — exactly the type of finish work installers handle when a home arrives on site.

AI is showing up more in the planning side of the job. The Bipartisan Policy Center's 2026 explainer on AI in housing [2] notes that homebuilders can use drones, cameras, and mobile robots to monitor progress on construction sites and confirm in real time that projects are aligned with design plans, and AI can analyze historical project data to flag safety issues. That kind of tool could help installers estimate costs, list parts, and inspect units faster — augmenting your work rather than replacing it.

The National Association of Home Builders even released a 2026 guidebook [3] explaining how AI can transform every corner of a business—from estimating and bookkeeping to design visualization, client communication.

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AI Adoption

How fast is AI adoption growing for Bldg. & MH Installers?

Adoption in this trade will likely be slow on the job site but faster in the back office. The biggest reason is labor: Construction Dive reports [4] that the industry still has roughly 350,000 unfilled jobs heading into 2026, and a CBS News interview with Cosmic's CEO Sasha Jokic notes a demand of building nine million homes in the U.S. in order to fill the gap in the housing market, with not enough people to build them. That shortage actually protects installer jobs — there's more demand than workers — while pushing companies to try AI for the parts of the job that can be automated.

On the cost side, mobile robots and AI design tools are still expensive, and they work best in controlled factory settings rather than muddy, uneven home sites. Manufactured housing's own trade publication, MHInsider, previewing the 2026 MHI Congress and Expo [5], notes that sessions will cover lending developments, new research, economic and real estate forecasts, and the role of technology — including AI — in the industry's future — meaning the industry is studying AI, not racing to replace installers with it. Safety codes, HUD inspection rules, and homeowner trust also slow things down: people want a trained human signing off that their home is anchored and livable.

The takeaway: skills like troubleshooting wiring, reading a customer's situation, and physically setting a home safely are exactly the human strengths that AI struggles with. Learning to use AI tools for estimates and diagnostics — while keeping your hands-on craft sharp — is a smart way to stay ahead.

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Will AI replace Bldg. & MH Installers?

Will AI replace Bldg. & MH Installers?

No. We don't think AI will replace Manufactured Building and Mobile Home Installers, though we do expect the job to change.

Our 51.6% AI Resilience Score reflects a role where the core work, leveling units on piers, anchoring tie-downs, hooking up plumbing and wiring, and troubleshooting problems on site, still needs a human body and a trained eye. Robotics is mostly being used inside factories that build housing panels, with people still completing the wiring and plumbing [1]. That finish work is exactly what installers handle when a home arrives on site, and uneven, muddy real-world conditions are a poor fit for current automation.

AI is showing up more in planning and paperwork. Homebuilders are already using drones and AI tools to monitor progress and flag safety issues [2], and the National Association of Home Builders has published guidance on using AI for estimating, bookkeeping, and client communication [3]. These tools will likely augment installers rather than replace them.

The job market picture is more cautious. With roughly 350,000 unfilled construction jobs heading into 2026 [4], demand for workers is real, but wages and long-term growth are modest. Installers who learn to use AI tools for estimates and diagnostics, while keeping their hands-on craft sharp, are in the best position to stay ahead.

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Latest AI news for Bldg. & MH Installers

These articles highlight how AI is reshaping the career landscape for Manufactured Building and Mobile Home Installers. For instance, AI-driven robotics are aiding in rebuilding homes in fire-affected areas, which could lead to increased demand for skilled installers. Additionally, the integration of AI and BIM in modular construction enhances efficiency and sustainability, offering installers a competitive edge. Understanding these advancements can foster resilience in their careers, ensuring they stay relevant as the industry evolves. Embracing technology will be key to success in this field.

More Career Info

Career: Manufactured Building and Mobile Home Installers

They set up and secure manufactured buildings and mobile homes, making sure they are safely placed and ready for people to live in.

Employment & Wage Data

Median Wage

$45,990

Jobs (2024)

3,100

Growth (2024-34)

+5.9%

Annual Openings

300

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

95% ResilienceCore Task

Reset hardware, using chisels, mallets, and screwdrivers.

2

94% ResilienceCore Task

Move and set up mobile homes or prefabricated buildings on owners' lots or at mobile home parks.

3

94% ResilienceCore Task

List parts needed, estimate costs, and plan work procedures, using parts lists, technical manuals, and diagrams.

4

94% ResilienceCore Task

Locate and repair frayed wiring, broken connections, or incorrect wiring, using ohmmeters, soldering irons, tape, and hand tools.

5

93% ResilienceCore Task

Remove damaged exterior panels, repair and replace structural frame members, and seal leaks, using hand tools.

6

93% ResilienceCore Task

Repair leaks in plumbing or gas lines, using caulking compounds and plastic or copper pipe.

7

93% ResilienceSupplemental

Connect electrical systems to outside power sources and activate switches to test the operation of appliances and light fixtures.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

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The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.